Qualifying a Bad-Faith Matter at Intake

The potential client calls. The claim was denied. The facts sound good. Before the intake interview ends, there is a question the attorney should be able to answer: what does this carrier look like in aggregate, and does this claim fit its known conduct profile? That question -- currently unanswerable in most plaintiff practices -- is exactly what Carrier Intelligence is built to address.

Intake as a portfolio decision

A plaintiff firm handling bad-faith work at volume is not making a series of independent, isolated decisions. It is building a book of matters -- each one a commitment of attorney time, staff hours, and out-of-pocket cost advances against an uncertain recovery. The economics of a contingency-fee practice mean that every matter accepted is an implicit vote for which counterparties the firm will spend its capital against, and for how long.

Most firms do not think about intake this way. The evaluation at the front door is almost always claim-level: are the facts good? Is liability clear? Is the damages story compelling? Those questions matter, but they are incomplete. A plaintiff firm with sixty active matters has implicitly built a portfolio. The carriers across that book, the lines of coverage, the states -- these aggregate into an exposure profile that no one designed deliberately. That is not a strategy; it is drift.

The carrier on the claim matters as much as the facts of the claim. A matter with strong liability facts against a carrier that resolves early in the cure period is a structurally different investment than the same matter against a carrier that contests everything through arbitration. The expected return on the firm's time and capital is different. The fee structure conversation should be different. The staffing and cost-advance assumptions should be different. None of those distinctions are visible if the intake screen stops at the claim and ignores the carrier.

Treating intake as a portfolio discipline means asking the carrier-level question at the same moment the firm asks the claim-level question -- not as an afterthought once the engagement letter is signed, but as a precondition for signing it. That shift requires aggregate data on carriers that is not generated by the individual file. It requires intelligence about institutional conduct patterns, built from the market as a whole.

What to know about the carrier before the call ends

Several distinct carrier-level variables are relevant to intake quality. They are not equally weighted in every matter, and no single variable is determinative. But each one is knowable at intake -- not from the individual file, but from aggregate public records -- and each changes the shape of the decision in ways that matter before a retainer is signed.

The first is propensity: how often does this carrier generate the kind of regulated disputes that precede bad-faith litigation, relative to its market size? A carrier running elevated propensity in the relevant line and state is a statistically different counterparty than one tracking at or below market. Elevated propensity does not prove any individual claim. It signals that the conduct pattern the client is describing is not isolated -- it reflects how the carrier behaves as an institution across a wide volume of similar situations. That context changes how the matter is framed from the first demand letter forward.

The second is line-level conduct mapping: does the carrier's conduct cluster in the coverage line that matches the claim being screened? A carrier with a high propensity signal in one line may look very different in another. Intake screening should confirm that the carrier's known pattern maps to the claim type in front of the firm -- not just that the carrier has a conduct history somewhere in the aggregate.

The third is financial health: what does the carrier's solvency and surplus position look like, and is that position strengthening or eroding? This is the collectability question at intake, addressed before the case is built rather than after judgment. A carrier in a deteriorating financial position presents a different investment thesis than a well-capitalized one -- and that affects whether a litigation-funding conversation belongs at intake rather than years into the matter.

The fourth is multi-state pattern: is this carrier's conduct elevated in this state alone, or is the same pattern visible across multiple jurisdictions in the same line? A carrier showing elevated signals across several states in the same coverage line is demonstrating systemic conduct -- and systemic conduct is a different legal and strategic argument than isolated misconduct. Knowing that at intake shapes how the matter is framed, how it is staffed, and whether it belongs in a coordinated effort with other firms handling the same carrier.

When the carrier profile changes the intake decision

Aggregate carrier intelligence does not override the facts. A meritorious claim against a difficult carrier is still a meritorious claim. But the carrier profile changes the terms on which a firm should take that matter -- the fee structure, the cost-advance ceiling, the expected timeline, and the nature of the client conversation about how long resolution may take.

Consider a carrier with an elevated propensity signal in the relevant line, but a consistent pattern of resolving within the pre-suit period. That carrier's conduct is actionable in aggregate, but the matter may resolve faster and at lower cost than average. A firm that knows this at intake can structure the engagement to reflect the shorter expected timeline -- and can have an honest fee conversation with the client that accounts for a different capital investment than a case headed toward extended litigation.

A carrier with a pattern of contesting everything adds duration risk that does not appear in the claim file. That risk belongs in the intake decision: it affects staffing assumptions, cost-advance projections, and the conversation about what the client should expect in terms of timeline. A firm that takes that matter on the same terms it would take a faster-resolving carrier is mispricing its own investment.

A carrier with a deteriorating surplus position raises a different set of questions entirely. The collectability risk at the eventual resolution is different, and that risk may warrant a conversation about litigation funding before the engagement letter is signed -- not as a fallback if things go wrong, but as a deliberate underwriting decision made at intake when the information is available to make it. The individual claim file will never surface this. The aggregate financial record will.

An intake checklist that covers only the facts of the denial or delay is incomplete. The carrier profile belongs on that checklist -- not as a disqualifying factor in isolation, but as a set of variables that shape the terms of the commitment the firm is making.

The collectability question

Insurance carriers are regulated entities with mandatory public financial disclosures. Their surplus positions, reserve adequacy, and financial condition ratings are documented and updated regularly. This creates an unusual situation for plaintiff attorneys: unlike most defendants, the counterparty in a bad-faith matter has a documented, publicly available financial record that can be read at intake rather than subpoenaed at discovery.

That record matters differently at different stages of financial condition. A well-capitalized carrier with stable surplus and adequate reserves presents minimal collectability risk -- the question in that matter is purely about merit and strategy. A carrier with declining surplus, thinning reserves, or regulatory attention on its financial condition is a different proposition. Its willingness to pay a substantial resolution may be constrained by capacity, not just by its litigation posture. Its appetite for protracted litigation may paradoxically increase under financial pressure, because paying reserves is harder when surplus is thin. The same conduct profile paired with deteriorating financial health produces a different investment calculus at intake.

This is a structural advantage that plaintiff bad-faith attorneys have in insurance disputes that they rarely have in other contexts. The defendant is a regulated institution with public financials. The collectability question -- which in most civil litigation cannot be answered until much later in the matter, if at all -- is partially answerable at intake for every carrier defendant. A firm that builds carrier financial health into its intake screen is using a source of information that is simply unavailable in most other areas of plaintiff practice.

The collectability read also affects litigation funding conversations. A carrier with strong financial health and a high propensity signal is an attractive matter for external funding because the defendant can pay. A carrier with elevated conduct signals and a deteriorating financial position may warrant a funding conversation not as a red flag but as responsible underwriting -- the firm should know before it commits three years of capital that the recovery path may be more complex. Both are good reasons to understand the carrier's financial condition at intake rather than at trial.

Building a carrier knowledge base over time

A firm that screens every intake against aggregate carrier intelligence is doing more than improving individual intake decisions. It is building something that accumulates value over time: an institutional knowledge base of which carriers it is dealing with, how those carriers behave in the aggregate, and how the firm's outcomes have tracked against different carrier profiles.

That accumulation is impossible to achieve case by case. The individual file tells you about this client, this claim, this denial. It does not tell you anything about whether the pattern you are seeing in this file is consistent with the carrier's behavior across the market, whether it is shifting over time, or how the firm's results with this carrier compare to its results with others. The case-by-case view is narrow by construction. The aggregate view is the only one that reveals the pattern.

A subscription cadence -- updated quarterly to reflect the most current regulatory filings and public data -- keeps that knowledge base current as carrier conduct evolves. Carrier posture is not static. A carrier that was resolving early in the cure period two years ago may have shifted its litigation strategy in response to verdict trends or financial pressure. A carrier that was financially stable may have experienced deterioration in its reserve position. A firm relying on memory and anecdote from past cases will miss those shifts. A firm working from current aggregate data will not.

Over time, the compound effect of systematic carrier screening is visible in the composition of the firm's book. Fewer matters against the carriers whose profiles make them the most expensive counterparties in terms of time and capital. More concentration in matters where the carrier's conduct profile, financial health, and conduct-line mapping align with the firm's capacity to pursue them efficiently. The individual intake decisions still turn on judgment. But the aggregate pattern of those decisions, made consistently against the same baseline, shapes the book in ways that individual case evaluation never will.